1. Evaluating GPS Technology Used for Household Surveys Kathy Yu, Arash Mirzaei, Behruz Paschai North Central Texas Council of Governments (NCTCOG) 15 th TRB Conference on Transportation Planning Applications Atlantic City, NJ May 18, 2015

2. 15 th TRB Conference on Transportation Planning Applications2 Background NCTCOG was interested in understanding how technologies could be used in household surveys and what was known about the GPS technologies. Before we use technologies in a survey, it is important to know the methods fully including accuracy, and strengths/weaknesses.

3. Study Design Three Technologies Demonstrated GPS Logger Smart Phone App Cell Phone Triangulation Each technology was required to work passively. Data collection of all technologies would be conducted simultaneously. May 18, 2015 15th TRB Conference on Transportation Planning Applications3

4. May 18, 2015 15 th TRB Conference on Transportation Planning Applications4 Study Design Participants were divided into 3 waves. During the data collection, participant was asked to do the following: -Complete a week long data collection period. -Carry 1, 2, or 3 technologies during the week. -Complete a travel diary for the first 24 hours.

5. Study Steps 1. NCTCOG recruits participants. 2. Consultants conduct data collection. 3. NCTCOG processes travel diary while Consultants process technology data. 4. NCTCOG compares technology locations with travel diary locations. 5. NCTCOG investigates non-matches. May 18, 2015 15th TRB Conference on Transportation Planning Applications5

6. May 18, 2015 15 th TRB Conference on Transportation Planning Applications6 Habitual Locations Form The consultants and NCTCOG designed a Habitual Locations form which records: -Home Location -Primary and Secondary Workplace Locations -School Location -Up to 3 Additional Locations Visited Most Often. Other Information Requested: -Preferred Survey Dates -Preferred Technologies -Mobile Phone Model, O/S, Carrier.

7. May 18, 2015 15 th TRB Conference on Transportation Planning Applications7 Habitual Locations Form Excerpt

8. May 18, 2015 15 th TRB Conference on Transportation Planning Applications8 Travel Diary Form The Consultants and NCTCOG designed a Travel Diary to record the following: -Place Name/Address at 3 a.m. -Successive Locations -Place Name and Address -Arrival and Departure Time -Mode of Access -Activity at Location

9. May 18, 2015 15 th TRB Conference on Transportation Planning Applications9 Travel Diary Form Excerpt

10. May 18, 2015 15 th TRB Conference on Transportation Planning Applications10 Participant Details NCTCOG StatusPercent COG Employee58% Other42% Home StatePercent Texas88% Other12% GenderPercent Male45% Female55%

11. Technology UsedCountPct. Logger Only2517% Smart Phone App Only128% Triangulation Only75% TOTAL149100% Technology UsedCountPct. Logger Only2517% Smart Phone App Only128% Triangulation Only75% Logger and Smart Phone App1611% Logger and Triangulation1913% Smart Phone App and Triangulation128% TOTAL149100% May 18, 2015 15 th TRB Conference on Transportation Planning Applications11 Technology Usage Breakdown Technology UsedCountPct. Logger Only2517% Smart Phone App Only128% Triangulation Only75% Logger and Smart Phone App1611% Logger and Triangulation1913% Smart Phone App and Triangulation128% All Technologies5839% TOTAL149100%

12. May 18, 2015 15 th TRB Conference on Transportation Planning Applications12 Wave Breakdown Wave # Logger Users # Smart Phone App Users # Triangulation Users Total Users May 1535272344 June 542353453 June 2141363952 TOTAL1189896149

13. GPS Logger Smart Phone AppTriangulation Registered Participants1189896 GPS Logger Smart Phone AppTriangulation Registered Participants1189896 Did not return a travel diary122117 GPS Logger Smart Phone AppTriangulation Registered Participants1189896 Did not return a travel diary122117 Had no GPS data for travel day21195 May 18, 2015 15 th TRB Conference on Transportation Planning Applications13 Participants with Data To Compare GPS Logger Smart Phone AppTriangulation Registered Participants1189896 Did not return a travel diary122117 Had no GPS data for travel day21195 # Participants with Data to Compare855874 % Registered Participants with Data to Compare72%59%77 %

14. May 18, 2015 15 th TRB Conference on Transportation Planning Applications14 Location Match Results A match was defined as the technology matching the diary location within 15 min. and 0.25 miles. GPS Logger Smart Phone AppTriangulation # Travel Diary Location Records # Technology Location Records # Diary Matches % Match against Total GPS Logger Smart Phone AppTriangulation # Travel Diary Location Records585 # Technology Location Records566 # Diary Matches476 % Match against Total81% GPS Logger Smart Phone AppTriangulation # Travel Diary Location Records585398 # Technology Location Records566328 # Diary Matches476261 % Match against Total81%66% GPS Logger Smart Phone AppTriangulation # Travel Diary Location Records585398520 # Technology Location Records566328484 # Diary Matches47626184 % Match against Total81%66%16%

15. May 18, 2015 15th TRB Conference on Transportation Planning Applications15 Person Match Results GPS Logger Smart Phone AppTriangulation % People-50% diary match94%78%27% % People-75% diary match79%50%8% % People-100% diary match48%24%5% Considering only the people with at least one location match with the corresponding technology.

16. Unmatched Travel Diary Records For the GPS Logger and Smart Phone App: NCTCOG reviewed the technology stops and raw data during the time of a missed travel diary record. NCTCOG tried to determine a reason for each missed stop, and notice any patterns or common issues. NCTCOG did not have any details about algorithms used by consultants. May 18, 2015 15th TRB Conference on Transportation Planning Applications16

17. Analyze Non-Match: Logger May 18, 2015 15th TRB Conference on Transportation Planning Applications17 * 24% of Short Trips corresponded to Habitual Locations.

18. Analyze Non-Match: Smartphone May 18, 2015 15th TRB Conference on Transportation Planning Applications18 * 29% of Short Trips corresponded to Habitual Locations.

19. Unmatched Technology Records Did the technology capture stops that the user made but did not record in the diary? NCTCOG looked at longitude/latitude of unmatched technology records to determine: if it was a valid location is it a reasonable stop given the rest of the user’s travel diary stops. May 18, 2015 15th TRB Conference on Transportation Planning Applications19

20. 20 May 18, 2015 15th TRB Conference on Transportation Planning Applications Classification Number of Records % of New Records Found Total Unmatched Logger Locations91100% Classification Number of Records % of New Records Found Match to Street/Intersection2831% Duplicate of Existing Diary Record1011% Miscellaneous1921% Total Unmatched Logger Locations91100% Classification Number of Records % of New Records Found New Valid Location3235% New Diary Match (user did not specify location well)22% Match to Street/Intersection2831% Duplicate of Existing Diary Record1011% Miscellaneous1921% Total Unmatched Logger Locations91100% Unmatched Logger Records

21. 21 May 18, 2015 15th TRB Conference on Transportation Planning Applications Classification Number of New Records % of New Records Found Total Unmatched Smartphone Locations70100.00% Classification Number of New Records % of New Records Found Duplicate of Existing Diary Record1623% Match to Street/Intersection913% Created New Location from inconsistent points913% Miscellaneous1927% Total Unmatched Smartphone Locations70100.00% Classification Number of New Records % of New Records Found New Valid Location1724% Duplicate of Existing Diary Record1623% Match to Street/Intersection913% Created New Location from inconsistent points913% Miscellaneous1927% Total Unmatched Smartphone Locations70100.00% Unmatched Smartphone Records

22. Feedback Questionnaire May 18, 2015 15th TRB Conference on Transportation Planning Applications22 After participating in the survey, a feedback questionnaire was sent to all participants, which contained 17 questions. Allowed consultants to get feedback on use of their technology. 95 people responded.

23. Feedback – Future Survey Format May 18, 2015 15th TRB Conference on Transportation Planning Applications23 If asked to participate in a household travel survey in the future, I would be willing to use (check all that apply): Answer Option% Selected Travel Diary 51% GPS Logger 72% Smartphone App53% Triangulation57%

24. Feedback – Diary or Technology May 18, 2015 15th TRB Conference on Transportation Planning Applications24 What is your preference for using a paper travel diary and using a GPS/location- based technology? I prefer using …% Respondents GPS technology ONLY 69% Paper travel diary AND GPS technology TOGETHER 14% Paper travel diary ONLY 5% No preference 12% TOTAL100%

25. Observations Travel Diary times and locations were subject to user error. Almost 2/3 rd of the diary trip ends are habitual locations that were asked before the diary survey. Contractors’ algorithms were fairly successful in differentiating signals from real end points of trips. May 18, 2015 15th TRB Conference on Transportation Planning Applications25

26. Improvement Areas Short trip stops are hard to capture. Habitual Locations may be useful. For logger and smartphone app, many missed locations were due to the lack of recorded data. Further testing can be done on teaching people to use technology correctly to minimize user error. May 18, 2015 15th TRB Conference on Transportation Planning Applications26

27. Conclusions Continued refinement of algorithms can improve results. The feedback survey showed 83% preferred using technology in a future survey. Only 5% preferred travel diary only. Technology methods may not be appropriate for all survey participants. May 18, 2015 15th TRB Conference on Transportation Planning Applications27

28. 28 Contact Information Kathy Yukyu@nctcog.orgkyu@nctcog.org Arash Mirzaei amirzaei@nctcog.orgamirzaei@nctcog.org Behruz Paschai bpaschai@nctcog.orgbpaschai@nctcog.org May 18, 2015 15th TRB Conference on Transportation Planning Applications